v1.0.alpha7
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
DataFrame
NO COMPARISON TARGET
47707
ROWS
0
DUPLICATES
26.6 MB
RAM
41
FEATURES
3
CATEGORICAL
36
NUMERICAL
2
TEXT
WAR
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
1,304
(3%)
MAX
20.5
95%
4.3
Q3
1.3
AVG
0.8
MEDIAN
0.2
Q1
-0.2
5%
-0.9
MIN
-5.5
RANGE
25.9
IQR
1.49
STD
1.74
VAR
3.02
KURT.
7.74
SKEW
2.22
SUM
36,476
1
name_common
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
9,667
(20%)
41
0%
-
-
Bob Miller
32
0%
-
-
Mike Stanton
32
0%
-
-
Roberto Hernandez
31
0%
-
-
Dutch Leonard
30
0%
-
-
Bill Lee
29
0%
-
-
Bobo Newsom
29
0%
-
-
Joe Coleman
47,483
99%
-
-
(Other)
2
age
VALUES:
47,675
(99%)
MISSING:
32
(0%)
DISTINCT:
36
(0%)
MAX
58.0
95%
36.0
Q3
30.0
AVG
27.6
MEDIAN
27.0
Q1
24.0
5%
21.0
MIN
15.0
RANGE
43.0
IQR
6.00
STD
4.41
VAR
19.4
KURT.
0.495
SKEW
0.663
SUM
1.3M
3
mlb_ID
VALUES:
47,691
(99%)
MISSING:
16
(0%)
DISTINCT:
9,839
(21%)
MAX
678k
95%
547k
Q3
150k
AVG
205k
MEDIAN
120k
Q1
115k
5%
111k
MIN
110k
RANGE
568k
IQR
35,005
STD
159k
VAR
25.3B
KURT.
0.479
SKEW
1.46
SUM
9.8B
4
player_ID
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
9,845
(21%)
29
0%
-
-
newsobo01
28
0%
-
-
kaatji01
28
0%
-
-
johnto01
27
0%
-
-
carltst01
27
0%
-
-
ryanno01
27
0%
-
-
moyerja01
26
0%
-
-
weathda01
47,515
99%
-
-
(Other)
5
year_ID
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
149
(0%)
MAX
2,019
95%
2,017
Q3
2,004
MEDIAN
1,982
AVG
1,971
Q1
1,944
5%
1,897
MIN
1,871
RANGE
148
IQR
60.0
STD
38.3
VAR
1,467
KURT.
-0.645
SKEW
-0.686
SUM
94.0M
6
team_ID
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
101
(0%)
7
stint_ID
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
5
(0%)
8
lg_ID
VALUES:
47,571
(99%)
MISSING:
136
(0%)
DISTINCT:
6
(0%)
9
G
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
95
(0%)
MAX
106
95%
62
Q3
35
AVG
24
MEDIAN
21
Q1
7
5%
1
MIN
0
RANGE
106
IQR
28.0
STD
18.6
VAR
346
KURT.
0.014
SKEW
0.768
SUM
1.1M
10
GS
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
75
(0%)
MAX
75.0
95%
33.0
Q3
17.0
AVG
9.2
MEDIAN
2.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
75.0
IQR
17.0
STD
12.2
VAR
148
KURT.
0.426
SKEW
1.21
SUM
441k
11
IPouts
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
1,312
(3%)
MAX
2,040
95%
742
Q3
381
AVG
247
MEDIAN
161
Q1
48
5%
7
MIN
0
RANGE
2,040
IQR
333
STD
254
VAR
64,393
KURT.
2.51
SKEW
1.45
SUM
11.8M
12
IPouts_start
VALUES:
44,419
(93%)
MISSING:
3,288
(7%)
DISTINCT:
1,024
(2%)
MAX
1,332
95%
683
Q3
302
AVG
174
MEDIAN
36
Q1
0
5%
0
MIN
0
RANGE
1,332
IQR
302
STD
241
VAR
57,862
KURT.
0.528
SKEW
1.30
SUM
7.7M
13
IPouts_relief
VALUES:
44,419
(93%)
MISSING:
3,288
(7%)
DISTINCT:
419
(1%)
MAX
625
95%
218
Q3
95
AVG
63
MEDIAN
33
Q1
7
5%
0
MIN
-15
RANGE
640
IQR
88.0
STD
73.3
VAR
5,371
KURT.
1.93
SKEW
1.50
SUM
2.8M
14
RA
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
345
(1%)
MAX
519
95%
116
Q3
65
AVG
42
MEDIAN
27
Q1
10
5%
2
MIN
0
RANGE
519
IQR
55.0
STD
42.6
VAR
1,819
KURT.
7.31
SKEW
1.99
SUM
2.0M
15
xRA
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
35,909
(75%)
MAX
511
95%
123
Q3
63
AVG
42
MEDIAN
27
Q1
8
5%
1
MIN
0
RANGE
511
IQR
54.7
STD
45.3
VAR
2,050
KURT.
8.02
SKEW
2.11
SUM
2.0M
16
xRA_sprp_adj
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
7,892
(17%)
MAX
5.9
95%
3.3
Q3
0.0
MEDIAN
0.0
AVG
-0.0
Q1
-0.5
5%
-2.5
MIN
-7.7
RANGE
13.6
IQR
0.538
STD
1.50
VAR
2.25
KURT.
1.71
SKEW
0.557
SUM
-278
17
xRA_def_pitcher
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
12,388
(26%)
MAX
63
95%
5
Q3
1
AVG
0
MEDIAN
0
Q1
-1
5%
-5
MIN
-72
RANGE
135
IQR
1.52
STD
3.47
VAR
12.1
KURT.
26.2
SKEW
0.391
SUM
3,655
18
PPF
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
41
(0%)
MAX
138.0
95%
108.0
Q3
103.0
AVG
100.1
MEDIAN
100.0
Q1
97.0
5%
93.0
MIN
61.0
RANGE
77.0
IQR
6.00
STD
4.66
VAR
21.7
KURT.
3.57
SKEW
0.844
SUM
4.8M
19
PPF_custom
VALUES:
44,334
(93%)
MISSING:
3,373
(7%)
DISTINCT:
15,674
(33%)
MAX
150.0
95%
108.9
Q3
103.0
AVG
100.4
MEDIAN
100.0
Q1
97.2
5%
92.7
MIN
76.0
RANGE
74.0
IQR
5.81
STD
5.35
VAR
28.6
KURT.
5.61
SKEW
1.13
SUM
4.5M
20
xRA_final
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
35,764
(75%)
MAX
479
95%
125
Q3
64
AVG
42
MEDIAN
26
Q1
8
5%
1
MIN
0
RANGE
479
IQR
55.8
STD
45.8
VAR
2,094
KURT.
7.25
SKEW
2.04
SUM
2.0M
21
BIP
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
1,513
(3%)
MAX
2,733
95%
826
Q3
421
AVG
273
MEDIAN
169
Q1
54
5%
9
MIN
0
RANGE
2,733
IQR
367
STD
287
VAR
82,624
KURT.
3.96
SKEW
1.66
SUM
13.0M
22
BIP_perc
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
2,934
(6%)
MAX
1.00
95%
0.18
Q3
0.09
AVG
0.06
MEDIAN
0.04
Q1
0.01
5%
0.00
MIN
0.00
RANGE
1.00
IQR
0.081
STD
0.072
VAR
0.005
KURT.
30.1
SKEW
3.67
SUM
2,925
23
RS_def_total
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
1,027
(2%)
MAX
135
95%
61
Q3
27
MEDIAN
1
AVG
-0
Q1
-26
5%
-66
MIN
-138
RANGE
274
IQR
52.6
STD
39.1
VAR
1,531
KURT.
0.119
SKEW
-0.164
SUM
-11,671
24
runs_above_avg
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
26,339
(55%)
MAX
165
95%
22
Q3
4
AVG
-0
MEDIAN
-1
Q1
-6
5%
-17
MIN
-109
RANGE
274
IQR
9.97
STD
12.6
VAR
158
KURT.
8.50
SKEW
1.30
SUM
-2,413
25
runs_above_avg_adj
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
26,197
(55%)
MAX
170
95%
22
Q3
4
AVG
0
MEDIAN
-1
Q1
-6
5%
-17
MIN
-107
RANGE
277
IQR
9.92
STD
12.6
VAR
159
KURT.
9.79
SKEW
1.53
SUM
0.059
26
runs_above_rep
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
28,484
(60%)
MAX
211
95%
42
Q3
13
AVG
8
MEDIAN
2
Q1
-2
5%
-10
MIN
-72
RANGE
283
IQR
15.3
STD
17.4
VAR
304
KURT.
9.76
SKEW
2.27
SUM
364k
27
RpO_replacement
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
109
(0%)
MAX
0.457
95%
0.239
Q3
0.212
AVG
0.200
MEDIAN
0.199
Q1
0.182
5%
0.164
MIN
0.145
RANGE
0.312
IQR
0.030
STD
0.026
VAR
0.00
KURT.
9.66
SKEW
1.74
SUM
9,533
28
GR_leverage_index_avg
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
12,626
(26%)
MAX
10.7
95%
1.9
Q3
1.2
AVG
1.0
MEDIAN
1.0
Q1
0.7
5%
0.1
MIN
0.0
RANGE
10.7
IQR
0.481
STD
0.567
VAR
0.321
KURT.
13.0
SKEW
1.91
SUM
47,965
29
salary
VALUES:
18,367
(38%)
MISSING:
29,340
(62%)
DISTINCT:
2,680
(6%)
MAX
38.3M
95%
7.9M
Q3
1.4M
AVG
1.6M
MEDIAN
0.4M
Q1
0.1M
5%
0.0M
MIN
0.0M
RANGE
38.3M
IQR
1.3M
STD
3.2M
VAR
10.4T
KURT.
21.7
SKEW
4.00
SUM
29.2B
30
teamRpG
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
277
(1%)
MAX
10.37
95%
5.42
Q3
4.78
AVG
4.54
MEDIAN
4.50
Q1
4.15
5%
3.71
MIN
3.32
RANGE
7.04
IQR
0.626
STD
0.582
VAR
0.338
KURT.
10.3
SKEW
1.85
SUM
216k
31
oppRpG
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
43,784
(92%)
MAX
35.4
95%
6.9
Q3
5.2
AVG
4.8
MEDIAN
4.6
Q1
4.1
5%
3.4
MIN
1.0
RANGE
34.4
IQR
1.02
STD
1.31
VAR
1.72
KURT.
37.4
SKEW
3.86
SUM
229k
32
pyth_exponent
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
797
(2%)
MAX
2.93
95%
2.04
Q3
1.92
AVG
1.89
MEDIAN
1.88
Q1
1.83
5%
1.76
MIN
1.53
RANGE
1.40
IQR
0.091
STD
0.088
VAR
0.008
KURT.
7.07
SKEW
1.50
SUM
89,590
33
waa_win_perc
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
5,131
(11%)
MAX
0.958
95%
0.597
Q3
0.520
MEDIAN
0.492
AVG
0.481
Q1
0.449
5%
0.328
MIN
0.004
RANGE
0.953
IQR
0.072
STD
0.084
VAR
0.007
KURT.
4.05
SKEW
-0.788
SUM
22,832
34
WAA
VALUES:
47,512
(99%)
MISSING:
195
(0%)
DISTINCT:
20,232
(42%)
MAX
16.9
95%
2.4
Q3
0.4
AVG
0.1
MEDIAN
-0.1
Q1
-0.6
5%
-1.6
MIN
-6.9
RANGE
23.8
IQR
0.991
STD
1.30
VAR
1.68
KURT.
9.14
SKEW
1.87
SUM
2,562
35
WAA_adj
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
6,675
(14%)
MAX
2.62
95%
0.13
Q3
-0.01
MEDIAN
-0.05
AVG
-0.05
Q1
-0.12
5%
-0.22
MIN
-1.56
RANGE
4.18
IQR
0.111
STD
0.135
VAR
0.018
KURT.
21.7
SKEW
1.32
SUM
-2,562
36
oppRpG_rep
VALUES:
47,611
(99%)
MISSING:
96
(0%)
DISTINCT:
37,261
(78%)
MAX
12.30
95%
6.04
Q3
5.15
AVG
4.87
MEDIAN
4.77
Q1
4.43
5%
4.01
MIN
3.34
RANGE
8.96
IQR
0.714
STD
0.697
VAR
0.486
KURT.
11.4
SKEW
2.18
SUM
232k
37
pyth_exponent_rep
VALUES:
47,611
(99%)
MISSING:
96
(0%)
DISTINCT:
519
(1%)
MAX
2.434
95%
2.001
Q3
1.924
AVG
1.891
MEDIAN
1.888
Q1
1.847
5%
1.796
MIN
1.717
RANGE
0.717
IQR
0.077
STD
0.068
VAR
0.005
KURT.
5.01
SKEW
1.24
SUM
90,032
38
waa_win_perc_rep
VALUES:
47,611
(99%)
MISSING:
96
(0%)
DISTINCT:
968
(2%)
MAX
0.509
95%
0.492
Q3
0.487
MEDIAN
0.472
AVG
0.467
Q1
0.449
5%
0.429
MIN
0.387
RANGE
0.122
IQR
0.038
STD
0.022
VAR
0.00
KURT.
-0.918
SKEW
-0.492
SUM
22,244
39
WAR_rep
VALUES:
47,623
(99%)
MISSING:
84
(0%)
DISTINCT:
18,578
(39%)
MAX
6.36
95%
2.29
Q3
1.18
AVG
0.77
MEDIAN
0.51
Q1
0.15
5%
0.02
MIN
0.00
RANGE
6.36
IQR
1.03
STD
0.774
VAR
0.599
KURT.
2.16
SKEW
1.39
SUM
36,476
40
ERA_plus
VALUES:
46,291
(97%)
MISSING:
1,416
(3%)
DISTINCT:
40,728
(85%)
MAX
1,279
95%
182
Q3
119
AVG
102
MEDIAN
95
Q1
73
5%
38
MIN
2
RANGE
1,277
IQR
46.2
STD
55.1
VAR
3,034
KURT.
40.8
SKEW
4.16
SUM
4.7M
41
ER_lg
VALUES:
47,707
(100%)
MISSING:
---
DISTINCT:
33,956
(71%)
MAX
283
95%
106
Q3
54
AVG
36
MEDIAN
24
Q1
7
5%
1
MIN
0
RANGE
283
IQR
47.3
STD
35.4
VAR
1,250
KURT.
1.63
SKEW
1.31
SUM
1.7M
WAR
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

runs_above_rep
0.98
WAA
0.93
runs_above_avg_adj
0.91
runs_above_avg
0.90
WAR_rep
0.72
IPouts
0.72
ER_lg
0.72
xRA
0.70
xRA_final
0.70
BIP
0.67
IPouts_start
0.67
GS
0.63
BIP_perc
0.63
waa_win_perc
0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.11
stint_ID
0.07
lg_ID
0.03
MOST FREQUENT VALUES

0.04
400
0.8%
0.03
400
0.8%
0.01
391
0.8%
-0.02
390
0.8%
-0.08
353
0.7%
-0.11
348
0.7%
-0.1
348
0.7%
-0.06
340
0.7%
-0.07
334
0.7%
0.02
327
0.7%
-0.01
327
0.7%
0.06
324
0.7%
-0.16
323
0.7%
0.0
316
0.7%
-0.09
313
0.7%
SMALLEST VALUES

-5.46
1
0.0%
-4.68
1
0.0%
-4.36
1
0.0%
-4.23
1
0.0%
-3.98
1
0.0%
-3.95
1
0.0%
-3.93
1
0.0%
-3.85
1
0.0%
-3.73
1
0.0%
-3.64
1
0.0%
-3.51
1
0.0%
-3.43
2
0.0%
-3.35
1
0.0%
-3.33
1
0.0%
-3.31
1
0.0%
LARGEST VALUES

20.48
1
0.0%
19.88
1
0.0%
19.13
1
0.0%
17.68
1
0.0%
16.69
1
0.0%
15.52
1
0.0%
15.07
1
0.0%
14.94
1
0.0%
14.85
1
0.0%
14.7
1
0.0%
14.32
1
0.0%
13.92
1
0.0%
13.89
1
0.0%
13.74
1
0.0%
13.59
1
0.0%
Associations
Showing ONLY dataset "DataFrame"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
Associations
Showing ONLY dataset "None"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
WAR
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

runs_above_rep
0.98
WAA
0.93
runs_above_avg_adj
0.91
runs_above_avg
0.90
WAR_rep
0.72
IPouts
0.72
ER_lg
0.72
xRA
0.70
xRA_final
0.70
BIP
0.67
IPouts_start
0.67
GS
0.63
BIP_perc
0.63
waa_win_perc
0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.11
stint_ID
0.07
lg_ID
0.03
MOST FREQUENT VALUES

0.04
400
0.8%
0.03
400
0.8%
0.01
391
0.8%
-0.02
390
0.8%
-0.08
353
0.7%
-0.11
348
0.7%
-0.1
348
0.7%
-0.06
340
0.7%
-0.07
334
0.7%
0.02
327
0.7%
-0.01
327
0.7%
0.06
324
0.7%
-0.16
323
0.7%
0.0
316
0.7%
-0.09
313
0.7%
SMALLEST VALUES

-5.46
1
0.0%
-4.68
1
0.0%
-4.36
1
0.0%
-4.23
1
0.0%
-3.98
1
0.0%
-3.95
1
0.0%
-3.93
1
0.0%
-3.85
1
0.0%
-3.73
1
0.0%
-3.64
1
0.0%
-3.51
1
0.0%
-3.43
2
0.0%
-3.35
1
0.0%
-3.33
1
0.0%
-3.31
1
0.0%
LARGEST VALUES

20.48
1
0.0%
19.88
1
0.0%
19.13
1
0.0%
17.68
1
0.0%
16.69
1
0.0%
15.52
1
0.0%
15.07
1
0.0%
14.94
1
0.0%
14.85
1
0.0%
14.7
1
0.0%
14.32
1
0.0%
13.92
1
0.0%
13.89
1
0.0%
13.74
1
0.0%
13.59
1
0.0%
name_common
MISSING:
---
41
0%
-
-
Bob Miller
32
0%
-
-
Mike Stanton
32
0%
-
-
Roberto Hernandez
31
0%
-
-
Dutch Leonard
30
0%
-
-
Bill Lee
29
0%
-
-
Bobo Newsom
29
0%
-
-
Joe Coleman
28
0%
-
-
Tommy John
28
0%
-
-
Jim Kaat
27
0%
-
-
Jamie Moyer
27
0%
-
-
Greg Harris
27
0%
-
-
Nolan Ryan
27
0%
-
-
Steve Carlton
26
0%
-
-
Jesse Orosco
26
0%
-
-
Hoyt Wilhelm
26
0%
-
-
Charlie Hough
26
0%
-
-
Terry Mulholland
26
0%
-
-
Phil Niekro
26
0%
-
-
Bob Smith
26
0%
-
-
David Weathers
25
0%
-
-
Gaylord Perry
25
0%
-
-
Tom Hughes
25
0%
-
-
Greg Maddux
25
0%
-
-
Joe Niekro
25
0%
-
-
Waite Hoyt
25
0%
-
-
Mike Morgan
25
0%
-
-
Danny Darwin
25
0%
-
-
Jerry Reuss
25
0%
-
-
Dennis Eckersley
25
0%
-
-
Don Sutton
24
0%
-
-
Tom Zachary
24
0%
-
-
Bill Swift
24
0%
-
-
Bert Blyleven
24
0%
-
-
Dennis Martinez
24
0%
-
-
Pedro Martinez
24
0%
-
-
Ken Johnson
24
0%
-
-
Rick Honeycutt
24
0%
-
-
Roger Clemens
24
0%
-
-
Randy Johnson
24
0%
-
-
LaTroy Hawkins
24
0%
-
-
David Wells
24
0%
-
-
Jack Quinn
23
0%
-
-
Doyle Alexander
23
0%
-
-
Edwin Jackson
23
0%
-
-
Rich Gossage
23
0%
-
-
Pedro Borbon
23
0%
-
-
Burleigh Grimes
23
0%
-
-
Red Ruffing
23
0%
-
-
Don McMahon
23
0%
-
-
Early Wynn
23
0%
-
-
Curt Simmons
23
0%
-
-
John Candelaria
23
0%
-
-
Kevin Brown
23
0%
-
-
Frank Tanana
23
0%
-
-
Cy Young
23
0%
-
-
Bartolo Colon
23
0%
-
-
Herb Pennock
22
0%
-
-
Gene Garber
22
0%
-
-
Jose Mesa
22
0%
-
-
Tom Seaver
46,188
97%
-
-
(Other)
age
MISSING:
32
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

salary
0.28
G
0.20
year_ID
0.16
GR_leverage_index_avg
0.15
IPouts_relief
0.13
oppRpG
-0.11
waa_win_perc
0.10
waa_win_perc_rep
0.09
pyth_exponent
-0.09
mlb_ID
-0.08
ER_lg
0.07
oppRpG_rep
-0.07
runs_above_rep
0.07
runs_above_avg
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.16
stint_ID
0.12
lg_ID
0.12
MOST FREQUENT VALUES

26.0
4,761
10.0%
25.0
4,666
9.8%
27.0
4,494
9.4%
24.0
4,071
8.5%
28.0
4,036
8.5%
29.0
3,505
7.4%
23.0
3,142
6.6%
30.0
2,902
6.1%
31.0
2,556
5.4%
22.0
2,261
4.7%
32.0
2,089
4.4%
33.0
1,704
3.6%
21.0
1,355
2.8%
34.0
1,341
2.8%
35.0
1,049
2.2%
SMALLEST VALUES

15.0
1
0.0%
16.0
6
0.0%
17.0
29
0.1%
18.0
111
0.2%
19.0
304
0.6%
20.0
684
1.4%
21.0
1,355
2.8%
22.0
2,261
4.7%
23.0
3,142
6.6%
24.0
4,071
8.5%
25.0
4,666
9.8%
26.0
4,761
10.0%
27.0
4,494
9.4%
28.0
4,036
8.5%
29.0
3,505
7.4%
LARGEST VALUES

58.0
1
0.0%
49.0
3
0.0%
48.0
6
0.0%
47.0
6
0.0%
46.0
13
0.0%
45.0
14
0.0%
44.0
38
0.1%
43.0
50
0.1%
42.0
90
0.2%
41.0
143
0.3%
40.0
188
0.4%
39.0
288
0.6%
38.0
411
0.9%
37.0
576
1.2%
36.0
781
1.6%
mlb_ID
MISSING:
16
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

year_ID
0.59
salary
0.23
waa_win_perc_rep
0.23
BIP
-0.21
RA
-0.19
IPouts
-0.19
BIP_perc
-0.19
WAR_rep
-0.18
xRA
-0.18
xRA_final
-0.18
IPouts_start
-0.17
ER_lg
-0.16
GS
-0.15
GR_leverage_index_avg
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.43
lg_ID
0.09
stint_ID
0.01
MOST FREQUENT VALUES

119749.0
29
0.1%
116803.0
28
0.1%
116550.0
28
0.1%
119469.0
27
0.1%
121597.0
27
0.1%
112008.0
27
0.1%
119488.0
26
0.1%
119786.0
26
0.1%
120051.0
26
0.1%
124000.0
26
0.1%
124261.0
26
0.1%
116176.0
26
0.1%
123006.0
25
0.1%
119374.0
25
0.1%
120438.0
25
0.1%
SMALLEST VALUES

110003.0
13
0.0%
110006.0
6
0.0%
110007.0
1
0.0%
110009.0
11
0.0%
110012.0
4
0.0%
110013.0
1
0.0%
110015.0
12
0.0%
110016.0
12
0.0%
110017.0
8
0.0%
110019.0
1
0.0%
110020.0
3
0.0%
110021.0
17
0.0%
110022.0
2
0.0%
110024.0
3
0.0%
110027.0
1
0.0%
LARGEST VALUES

677976.0
1
0.0%
676606.0
1
0.0%
675916.0
1
0.0%
673633.0
2
0.0%
673258.0
1
0.0%
672773.0
1
0.0%
672335.0
2
0.0%
671790.0
1
0.0%
670970.0
1
0.0%
670950.0
3
0.0%
670712.0
1
0.0%
670456.0
1
0.0%
670426.0
1
0.0%
670329.0
1
0.0%
670280.0
1
0.0%
player_ID
MISSING:
---
29
0%
-
-
newsobo01
28
0%
-
-
kaatji01
28
0%
-
-
johnto01
27
0%
-
-
carltst01
27
0%
-
-
ryanno01
27
0%
-
-
moyerja01
26
0%
-
-
weathda01
26
0%
-
-
niekrph01
26
0%
-
-
houghch01
26
0%
-
-
mulhote01
26
0%
-
-
oroscje01
26
0%
-
-
wilheho01
25
0%
-
-
hoytwa01
25
0%
-
-
suttodo01
25
0%
-
-
perryga01
25
0%
-
-
eckerde01
25
0%
-
-
maddugr01
25
0%
-
-
reussje01
25
0%
-
-
niekrjo01
25
0%
-
-
morgami01
25
0%
-
-
darwida01
24
0%
-
-
quinnja01
24
0%
-
-
blylebe01
24
0%
-
-
zachato01
24
0%
-
-
clemero02
24
0%
-
-
honeyri01
24
0%
-
-
stantmi02
24
0%
-
-
martide01
24
0%
-
-
wellsda01
24
0%
-
-
johnsra05
24
0%
-
-
hawkila01
23
0%
-
-
wynnea01
23
0%
-
-
grimebu01
23
0%
-
-
simmocu01
23
0%
-
-
candejo01
23
0%
-
-
colonba01
23
0%
-
-
jacksed01
23
0%
-
-
ruffire01
23
0%
-
-
youngcy01
23
0%
-
-
pennohe01
23
0%
-
-
alexado01
23
0%
-
-
tananfr01
23
0%
-
-
gossari01
23
0%
-
-
millebo04
23
0%
-
-
mcmahdo02
22
0%
-
-
rhodear01
22
0%
-
-
garbege01
22
0%
-
-
seaveto01
22
0%
-
-
smoltjo01
22
0%
-
-
jonessa01
22
0%
-
-
sadecra01
22
0%
-
-
spahnwa01
22
0%
-
-
chenbr01
22
0%
-
-
glavito02
22
0%
-
-
mcdanli01
22
0%
-
-
oliveda02
22
0%
-
-
gordoto01
22
0%
-
-
hernali01
22
0%
-
-
pizarju01
22
0%
-
-
mesajo01
46,268
97%
-
-
(Other)
year_ID
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

mlb_ID
0.59
waa_win_perc_rep
0.41
salary
0.33
BIP_perc
-0.31
BIP
-0.30
RA
-0.29
oppRpG_rep
-0.29
xRA_final
-0.27
xRA
-0.27
IPouts
-0.25
IPouts_start
-0.23
WAR_rep
-0.23
oppRpG
-0.21
pyth_exponent_rep
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.69
lg_ID
0.35
stint_ID
0.02
MOST FREQUENT VALUES

2019
938
2.0%
2018
896
1.9%
2017
841
1.8%
2016
826
1.7%
2015
810
1.7%
2014
748
1.6%
2013
729
1.5%
2009
729
1.5%
2012
723
1.5%
2007
717
1.5%
2011
707
1.5%
2008
701
1.5%
2006
700
1.5%
2010
684
1.4%
2004
681
1.4%
SMALLEST VALUES

1871
19
0.0%
1872
24
0.1%
1873
25
0.1%
1874
18
0.0%
1875
50
0.1%
1876
34
0.1%
1877
19
0.0%
1878
22
0.0%
1879
26
0.1%
1880
34
0.1%
1881
34
0.1%
1882
74
0.2%
1883
93
0.2%
1884
248
0.5%
1885
119
0.2%
LARGEST VALUES

2019
938
2.0%
2018
896
1.9%
2017
841
1.8%
2016
826
1.7%
2015
810
1.7%
2014
748
1.6%
2013
729
1.5%
2012
723
1.5%
2011
707
1.5%
2010
684
1.4%
2009
729
1.5%
2008
701
1.5%
2007
717
1.5%
2006
700
1.5%
2005
653
1.4%
team_ID
MISSING:
---
TOP CATEGORIES

WAR
(avg)
PHI
2,226
5%
0.714
STL
2,209
5%
0.788
PIT
2,170
5%
0.770
CHC
2,162
5%
0.922
CIN
2,145
4%
0.796
CLE
2,093
4%
0.827
BOS
2,032
4%
0.933
DET
1,961
4%
0.772
NYY
1,951
4%
0.932
CHW
1,931
4%
0.935
BAL
1,356
3%
0.669
NYM
1,159
2%
0.699
LAD
1,123
2%
0.961
SFG
1,118
2%
0.675
ATL
1,105
2%
0.731
HOU
1,096
2%
0.674
MIN
1,091
2%
0.757
(Other)
18,779
39%
0.705
ALL
47,707
100%
0.768
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
team_ID
PROVIDES INFORMATION ON...

lg_ID
0.90
stint_ID
0.01

THESE FEATURES GIVE INFORMATION
ON team_ID:

lg_ID
0.20
stint_ID
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
CORRELATION RATIO WITH...

year_ID
0.69
PPF
0.65
PPF_custom
0.60
teamRpG
0.45
RpO_replacement
0.45
oppRpG_rep
0.45
mlb_ID
0.43
oppRpG
0.35
BIP_perc
0.31
RS_def_total
0.29
pyth_exponent_rep
0.28
waa_win_perc_rep
0.27
RA
0.24
xRA_def_pitcher
0.24
stint_ID
MISSING:
---
TOP CATEGORIES

WAR
(avg)
1
43,970
92%
0.804
2
3,567
7%
0.341
3
163
0%
0.193
4
6
0%
-0.070
5
1
0%
0.410
ALL
47,707
100%
0.768
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
stint_ID
PROVIDES INFORMATION ON...

lg_ID
0.00
team_ID
0.00

THESE FEATURES GIVE INFORMATION
ON stint_ID:

team_ID
0.01
lg_ID
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
CORRELATION RATIO WITH...

G
0.13
WAR_rep
0.13
ER_lg
0.13
IPouts
0.13
BIP
0.12
age
0.12
xRA
0.12
RA
0.12
xRA_final
0.12
BIP_perc
0.11
GS
0.11
IPouts_start
0.10
pyth_exponent_rep
0.08
runs_above_rep
0.08
lg_ID
MISSING:
136
(0%)
TOP CATEGORIES

WAR
(avg)
NL
24,136
51%
0.76
AL
22,426
47%
0.77
AA
669
1%
0.82
FL
173
0%
0.58
UA
108
0%
-0.00
PL
59
0%
1.09
ALL
47,571
100%
0.77
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
lg_ID
PROVIDES INFORMATION ON...

team_ID
0.20
stint_ID
0.00

THESE FEATURES GIVE INFORMATION
ON lg_ID:

team_ID
0.90
stint_ID
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lg_ID
CORRELATION RATIO WITH...

PPF_custom
0.53
teamRpG
0.43
RpO_replacement
0.40
oppRpG_rep
0.38
year_ID
0.35
oppRpG
0.29
BIP_perc
0.26
pyth_exponent_rep
0.21
RA
0.18
pyth_exponent
0.17
xRA
0.16
xRA_final
0.16
waa_win_perc_rep
0.13
WAA_adj
0.13
G
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

IPouts_relief
0.78
ER_lg
0.53
WAR_rep
0.53
IPouts
0.52
xRA
0.50
BIP
0.49
xRA_final
0.48
BIP_perc
0.44
RA
0.44
runs_above_rep
0.42
WAR
0.41
GR_leverage_index_avg
0.39
waa_win_perc
0.33
xRA_sprp_adj
-0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.14
stint_ID
0.13
lg_ID
0.07
MOST FREQUENT VALUES

1
2,887
6.1%
2
2,113
4.4%
3
1,861
3.9%
4
1,631
3.4%
5
1,482
3.1%
33
1,313
2.8%
6
1,296
2.7%
32
1,233
2.6%
7
1,161
2.4%
34
1,135
2.4%
8
1,076
2.3%
31
1,030
2.2%
9
996
2.1%
35
994
2.1%
11
956
2.0%
SMALLEST VALUES

0
96
0.2%
1
2,887
6.1%
2
2,113
4.4%
3
1,861
3.9%
4
1,631
3.4%
5
1,482
3.1%
6
1,296
2.7%
7
1,161
2.4%
8
1,076
2.3%
9
996
2.1%
10
948
2.0%
11
956
2.0%
12
851
1.8%
13
825
1.7%
14
745
1.6%
LARGEST VALUES

106
1
0.0%
94
2
0.0%
92
2
0.0%
91
1
0.0%
90
3
0.0%
89
5
0.0%
88
5
0.0%
87
2
0.0%
86
6
0.0%
85
9
0.0%
84
11
0.0%
83
14
0.0%
82
11
0.0%
81
20
0.0%
80
27
0.1%
GS
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

IPouts_start
0.99
IPouts
0.94
BIP
0.93
ER_lg
0.93
WAR_rep
0.92
xRA_final
0.91
xRA
0.91
RA
0.89
BIP_perc
0.86
waa_win_perc_rep
-0.76
xRA_sprp_adj
0.65
runs_above_rep
0.65
WAR
0.63
WAA_adj
-0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.14
stint_ID
0.11
lg_ID
0.08
MOST FREQUENT VALUES

0
18,496
38.8%
1
3,573
7.5%
2
2,150
4.5%
3
1,578
3.3%
4
1,266
2.7%
5
1,060
2.2%
6
927
1.9%
7
873
1.8%
33
857
1.8%
32
843
1.8%
8
780
1.6%
9
747
1.6%
31
700
1.5%
34
666
1.4%
10
665
1.4%
SMALLEST VALUES

0
18,496
38.8%
1
3,573
7.5%
2
2,150
4.5%
3
1,578
3.3%
4
1,266
2.7%
5
1,060
2.2%
6
927
1.9%
7
873
1.8%
8
780
1.6%
9
747
1.6%
10
665
1.4%
11
664
1.4%
12
643
1.3%
13
579
1.2%
14
532
1.1%
LARGEST VALUES

75
2
0.0%
74
1
0.0%
73
2
0.0%
72
2
0.0%
70
3
0.0%
69
2
0.0%
68
4
0.0%
67
4
0.0%
66
3
0.0%
65
4
0.0%
64
6
0.0%
63
3
0.0%
62
4
0.0%
61
4
0.0%
60
8
0.0%
IPouts
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

BIP
0.99
WAR_rep
0.98
xRA
0.98
ER_lg
0.97
xRA_final
0.97
IPouts_start
0.95
GS
0.94
RA
0.93
BIP_perc
0.93
runs_above_rep
0.74
WAR
0.72
waa_win_perc_rep
-0.66
G
0.52
WAA_adj
-0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.17
stint_ID
0.13
lg_ID
0.10
MOST FREQUENT VALUES

3
774
1.6%
6
683
1.4%
12
516
1.1%
9
477
1.0%
27
423
0.9%
15
389
0.8%
18
364
0.8%
21
349
0.7%
24
348
0.7%
33
240
0.5%
30
239
0.5%
7
237
0.5%
10
231
0.5%
16
228
0.5%
20
228
0.5%
SMALLEST VALUES

0
195
0.4%
1
156
0.3%
2
151
0.3%
3
774
1.6%
4
184
0.4%
5
212
0.4%
6
683
1.4%
7
237
0.5%
8
201
0.4%
9
477
1.0%
10
231
0.5%
11
210
0.4%
12
516
1.1%
13
220
0.5%
14
212
0.4%
LARGEST VALUES

2040
1
0.0%
2036
1
0.0%
2012
1
0.0%
1973
1
0.0%
1969
1
0.0%
1909
1
0.0%
1897
1
0.0%
1877
1
0.0%
1869
1
0.0%
1866
2
0.0%
1860
1
0.0%
1857
1
0.0%
1852
1
0.0%
1809
1
0.0%
1787
1
0.0%
IPouts_start
MISSING:
3,288
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GS
0.99
IPouts
0.95
BIP_perc
0.95
BIP
0.95
xRA_final
0.94
xRA
0.94
WAR_rep
0.94
ER_lg
0.93
RA
0.90
waa_win_perc_rep
-0.81
runs_above_rep
0.69
WAR
0.67
xRA_sprp_adj
0.65
WAA
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.15
lg_ID
0.11
stint_ID
0.10
MOST FREQUENT VALUES

0.0
16,836
37.9%
12.0
530
1.2%
15.0
476
1.1%
27.0
323
0.7%
18.0
302
0.7%
13.0
251
0.6%
21.0
235
0.5%
9.0
220
0.5%
24.0
215
0.5%
14.0
206
0.5%
16.0
163
0.4%
39.0
144
0.3%
11.0
143
0.3%
36.0
143
0.3%
30.0
136
0.3%
SMALLEST VALUES

0.0
16,836
37.9%
1.0
14
0.0%
2.0
21
0.0%
3.0
39
0.1%
4.0
29
0.1%
5.0
36
0.1%
6.0
118
0.3%
7.0
111
0.2%
8.0
95
0.2%
9.0
220
0.5%
10.0
134
0.3%
11.0
143
0.3%
12.0
530
1.2%
13.0
251
0.6%
14.0
206
0.5%
LARGEST VALUES

1332.0
1
0.0%
1306.0
1
0.0%
1180.0
1
0.0%
1165.0
1
0.0%
1158.0
2
0.0%
1144.0
1
0.0%
1140.0
1
0.0%
1136.0
1
0.0%
1135.0
1
0.0%
1130.0
1
0.0%
1128.0
1
0.0%
1121.0
1
0.0%
1120.0
1
0.0%
1116.0
1
0.0%
1107.0
1
0.0%
IPouts_relief
MISSING:
3,288
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

G
0.78
xRA_sprp_adj
-0.70
waa_win_perc_rep
0.42
GS
-0.31
IPouts_start
-0.28
GR_leverage_index_avg
0.27
ERA_plus
0.20
oppRpG_rep
-0.17
salary
-0.14
oppRpG
-0.14
waa_win_perc
0.13
age
0.13
pyth_exponent
-0.10
pyth_exponent_rep
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.16
lg_ID
0.12
stint_ID
0.07
MOST FREQUENT VALUES

0.0
5,941
13.4%
6.0
1,514
3.4%
3.0
1,492
3.4%
9.0
910
2.0%
12.0
803
1.8%
15.0
657
1.5%
18.0
584
1.3%
5.0
575
1.3%
4.0
495
1.1%
21.0
488
1.1%
10.0
471
1.1%
8.0
465
1.0%
7.0
455
1.0%
13.0
446
1.0%
11.0
427
1.0%
SMALLEST VALUES

-15.0
1
0.0%
-13.0
1
0.0%
-9.0
1
0.0%
0.0
5,941
13.4%
1.0
374
0.8%
2.0
412
0.9%
3.0
1,492
3.4%
4.0
495
1.1%
5.0
575
1.3%
6.0
1,514
3.4%
7.0
455
1.0%
8.0
465
1.0%
9.0
910
2.0%
10.0
471
1.1%
11.0
427
1.0%
LARGEST VALUES

625.0
1
0.0%
537.0
1
0.0%
503.0
1
0.0%
496.0
1
0.0%
471.0
1
0.0%
456.0
1
0.0%
453.0
1
0.0%
450.0
1
0.0%
440.0
1
0.0%
435.0
3
0.0%
434.0
1
0.0%
429.0
1
0.0%
428.0
2
0.0%
425.0
1
0.0%
423.0
1
0.0%
RA
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

xRA_final
0.96
xRA
0.96
BIP
0.95
IPouts
0.93
ER_lg
0.92
BIP_perc
0.92
WAR_rep
0.91
IPouts_start
0.90
GS
0.89
waa_win_perc_rep
-0.65
runs_above_rep
0.52
WAA_adj
-0.51
WAR
0.48
G
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.24
lg_ID
0.18
stint_ID
0.12
MOST FREQUENT VALUES

4
1,260
2.6%
0
1,212
2.5%
5
1,210
2.5%
3
1,170
2.5%
2
1,140
2.4%
6
1,127
2.4%
7
1,102
2.3%
8
1,032
2.2%
9
1,015
2.1%
1
955
2.0%
11
927
1.9%
10
889
1.9%
15
808
1.7%
14
802
1.7%
13
793
1.7%
SMALLEST VALUES

0
1,212
2.5%
1
955
2.0%
2
1,140
2.4%
3
1,170
2.5%
4
1,260
2.6%
5
1,210
2.5%
6
1,127
2.4%
7
1,102
2.3%
8
1,032
2.2%
9
1,015
2.1%
10
889
1.9%
11
927
1.9%
12
791
1.7%
13
793
1.7%
14
802
1.7%
LARGEST VALUES

519
1
0.0%
510
1
0.0%
473
1
0.0%
440
1
0.0%
439
1
0.0%
421
1
0.0%
413
1
0.0%
404
1
0.0%
402
1
0.0%
395
2
0.0%
386
1
0.0%
371
1
0.0%
369
1
0.0%
368
1
0.0%
367
1
0.0%
xRA
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

xRA_final
0.99
BIP
0.98
IPouts
0.98
ER_lg
0.97
WAR_rep
0.96
RA
0.96
BIP_perc
0.94
IPouts_start
0.94
GS
0.91
runs_above_rep
0.74
WAR
0.70
waa_win_perc_rep
-0.65
G
0.50
WAA_adj
-0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.22
lg_ID
0.16
stint_ID
0.12
MOST FREQUENT VALUES

0.0
108
0.2%
0.15
82
0.2%
0.51
10
0.0%
0.45799999999999996
9
0.0%
0.502
9
0.0%
4.518
9
0.0%
0.16399999999999998
9
0.0%
3.096
8
0.0%
0.5489999999999999
8
0.0%
0.466
8
0.0%
0.49
8
0.0%
0.439
8
0.0%
1.06
8
0.0%
2.536
8
0.0%
4.199
7
0.0%
SMALLEST VALUES

0.0
108
0.2%
0.115
1
0.0%
0.122
1
0.0%
0.127
3
0.0%
0.129
1
0.0%
0.131
1
0.0%
0.133
1
0.0%
0.135
2
0.0%
0.136
3
0.0%
0.13699999999999998
1
0.0%
0.138
1
0.0%
0.139
1
0.0%
0.14
1
0.0%
0.141
2
0.0%
0.142
4
0.0%
LARGEST VALUES

510.712
1
0.0%
500.44599999999997
1
0.0%
477.89
1
0.0%
477.353
1
0.0%
463.852
1
0.0%
452.44699999999995
1
0.0%
450.278
1
0.0%
438.67400000000004
1
0.0%
431.76800000000003
1
0.0%
428.916
1
0.0%
427.379
1
0.0%
426.92199999999997
1
0.0%
416.411
1
0.0%
416.365
1
0.0%
411.25199999999995
1
0.0%
xRA_sprp_adj
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

IPouts_relief
-0.70
GS
0.65
IPouts_start
0.65
waa_win_perc_rep
-0.60
ER_lg
0.44
IPouts
0.40
WAR_rep
0.40
xRA_final
0.40
RA
0.39
BIP
0.38
xRA
0.37
BIP_perc
0.34
G
-0.31
runs_above_rep
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

stint_ID
0.03
team_ID
0.02
lg_ID
0.00
MOST FREQUENT VALUES

0.0
15,883
33.4%
-0.036000000000000004
58
0.1%
-0.038
47
0.1%
-0.04
46
0.1%
-0.034
44
0.1%
-0.037000000000000005
43
0.1%
-0.043
42
0.1%
-0.033
40
0.1%
-0.035
39
0.1%
-0.040999999999999995
37
0.1%
-0.039
35
0.1%
-0.081
32
0.1%
-0.042
31
0.1%
-0.044000000000000004
31
0.1%
-0.162
31
0.1%
SMALLEST VALUES

-7.695
1
0.0%
-6.751
1
0.0%
-6.205
1
0.0%
-6.2010000000000005
1
0.0%
-6.193
1
0.0%
-6.185
1
0.0%
-6.13
1
0.0%
-5.947
1
0.0%
-5.935
1
0.0%
-5.922000000000001
1
0.0%
-5.705
1
0.0%
-5.672000000000001
1
0.0%
-5.657
1
0.0%
-5.621
1
0.0%
-5.587000000000001
1
0.0%
LARGEST VALUES

5.904
1
0.0%
5.819
1
0.0%
5.699
1
0.0%
5.614
1
0.0%
5.6
1
0.0%
5.59
1
0.0%
5.523
1
0.0%
5.5120000000000005
1
0.0%
5.442
1
0.0%
5.425
1
0.0%
5.422999999999999
1
0.0%
5.422000000000001
1
0.0%
5.4110000000000005
1
0.0%
5.388999999999999
1
0.0%
5.375
1
0.0%
xRA_def_pitcher
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

RS_def_total
0.66
runs_above_avg_adj
0.15
runs_above_rep
0.14
WAR
0.14
runs_above_avg
0.13
WAA
0.13
WAR_rep
0.10
IPouts
0.10
ERA_plus
0.10
xRA
0.10
BIP_perc
0.09
PPF
-0.09
PPF_custom
-0.08
ER_lg
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.24
lg_ID
0.05
stint_ID
0.02
MOST FREQUENT VALUES

0.0
360
0.8%
-0.005
64
0.1%
0.013999999999999999
61
0.1%
0.006999999999999999
61
0.1%
0.015
61
0.1%
0.038
60
0.1%
0.004
60
0.1%
0.023
59
0.1%
-0.004
57
0.1%
0.017
56
0.1%
0.008
56
0.1%
-0.011000000000000001
56
0.1%
0.006
55
0.1%
0.032
55
0.1%
-0.013999999999999999
53
0.1%
SMALLEST VALUES

-72.465
1
0.0%
-51.341
1
0.0%
-50.211000000000006
1
0.0%
-39.676
1
0.0%
-39.028
1
0.0%
-35.984
1
0.0%
-35.214
1
0.0%
-32.946
1
0.0%
-31.324
1
0.0%
-29.725
1
0.0%
-29.65
1
0.0%
-29.155
1
0.0%
-28.886
1
0.0%
-28.642
1
0.0%
-28.421
1
0.0%
LARGEST VALUES

62.61600000000001
1
0.0%
55.993
1
0.0%
53.563
1
0.0%
45.973
1
0.0%
45.266999999999996
1
0.0%
45.108000000000004
1
0.0%
44.883
1
0.0%
40.638000000000005
1
0.0%
40.226
1
0.0%
38.905
1
0.0%
38.0
1
0.0%
37.897
1
0.0%
37.29
1
0.0%
35.409
1
0.0%
35.166
1
0.0%
PPF
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

PPF_custom
0.81
RS_def_total
-0.11
xRA_def_pitcher
-0.09
runs_above_avg
0.06
runs_above_avg_adj
0.06
WAA
0.06
WAR
0.04
xRA_final
0.04
runs_above_rep
0.04
waa_win_perc
0.03
ER_lg
0.03
oppRpG
-0.03
pyth_exponent
-0.02
RA
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.65
lg_ID
0.02
stint_ID
0.01
MOST FREQUENT VALUES

99
4,579
9.6%
100
4,465
9.4%
101
4,340
9.1%
98
4,038
8.5%
97
4,017
8.4%
102
3,973
8.3%
103
3,377
7.1%
104
2,790
5.8%
96
2,738
5.7%
95
2,582
5.4%
105
2,032
4.3%
94
1,640
3.4%
106
1,142
2.4%
93
1,032
2.2%
92
815
1.7%
SMALLEST VALUES

61
6
0.0%
87
12
0.0%
88
35
0.1%
89
40
0.1%
90
194
0.4%
91
590
1.2%
92
815
1.7%
93
1,032
2.2%
94
1,640
3.4%
95
2,582
5.4%
96
2,738
5.7%
97
4,017
8.4%
98
4,038
8.5%
99
4,579
9.6%
100
4,465
9.4%
LARGEST VALUES

138
1
0.0%
128
20
0.0%
127
18
0.0%
125
25
0.1%
123
44
0.1%
122
45
0.1%
120
1
0.0%
119
52
0.1%
118
104
0.2%
117
49
0.1%
116
138
0.3%
115
55
0.1%
114
100
0.2%
113
77
0.2%
112
171
0.4%
PPF_custom
MISSING:
3,373
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

PPF
0.81
RS_def_total
-0.09
xRA_def_pitcher
-0.08
waa_win_perc_rep
0.05
WAR_rep
-0.05
IPouts
-0.05
IPouts_start
-0.05
xRA
-0.04
BIP_perc
-0.04
GS
-0.04
BIP
-0.04
GR_leverage_index_avg
-0.04
WAA_adj
0.03
WAA
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.60
lg_ID
0.53
stint_ID
0.03
MOST FREQUENT VALUES

102.0
418
0.9%
100.0
414
0.9%
98.0
382
0.9%
96.0
374
0.8%
104.0
368
0.8%
94.0
321
0.7%
106.0
298
0.7%
108.0
217
0.5%
92.0
201
0.5%
90.0
158
0.4%
110.0
158
0.4%
88.0
104
0.2%
112.0
86
0.2%
114.0
68
0.2%
116.0
52
0.1%
SMALLEST VALUES

76.0
1
0.0%
78.0
1
0.0%
79.156
1
0.0%
80.0
14
0.0%
81.294
1
0.0%
82.0
24
0.1%
82.229
1
0.0%
82.556
1
0.0%
82.73899999999999
1
0.0%
83.03399999999999
1
0.0%
84.0
44
0.1%
84.01700000000001
1
0.0%
84.06
1
0.0%
84.171
1
0.0%
84.417
1
0.0%
LARGEST VALUES

150.0
5
0.0%
146.0
3
0.0%
144.0
4
0.0%
143.714
1
0.0%
142.889
1
0.0%
138.85299999999998
1
0.0%
138.75
1
0.0%
138.559
1
0.0%
138.0
3
0.0%
137.985
1
0.0%
136.058
1
0.0%
136.0
3
0.0%
135.895
1
0.0%
134.571
1
0.0%
134.465
1
0.0%
xRA_final
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

xRA
0.99
BIP
0.98
ER_lg
0.97
IPouts
0.97
RA
0.96
WAR_rep
0.95
IPouts_start
0.94
BIP_perc
0.94
GS
0.91
runs_above_rep
0.73
WAR
0.70
waa_win_perc_rep
-0.66
WAA_adj
-0.49
G
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.22
lg_ID
0.16
stint_ID
0.12
MOST FREQUENT VALUES

0.429
10
0.0%
0.731
8
0.0%
0.46799999999999997
8
0.0%
7.152
8
0.0%
0.441
8
0.0%
0.843
8
0.0%
2.365
8
0.0%
1.855
8
0.0%
0.48
7
0.0%
1.921
7
0.0%
1.412
7
0.0%
0.7240000000000001
7
0.0%
1.871
7
0.0%
1.107
7
0.0%
0.534
7
0.0%
SMALLEST VALUES

0.091
1
0.0%
0.096
1
0.0%
0.105
2
0.0%
0.109
1
0.0%
0.113
1
0.0%
0.11699999999999999
2
0.0%
0.11800000000000001
2
0.0%
0.11900000000000001
1
0.0%
0.12
2
0.0%
0.121
1
0.0%
0.122
3
0.0%
0.12300000000000001
2
0.0%
0.124
3
0.0%
0.125
1
0.0%
0.13
3
0.0%
LARGEST VALUES

478.68699999999995
1
0.0%
470.348
1
0.0%
456.038
1
0.0%
455.001
1
0.0%
446.978
1
0.0%
446.325
1
0.0%
441.06300000000005
1
0.0%
440.148
1
0.0%
437.777
1
0.0%
426.983
1
0.0%
423.523
1
0.0%
421.204
1
0.0%
418.452
1
0.0%
417.809
1
0.0%
415.295
1
0.0%
BIP
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

IPouts
0.99
xRA
0.98
xRA_final
0.98
WAR_rep
0.97
ER_lg
0.96
RA
0.95
IPouts_start
0.95
BIP_perc
0.95
GS
0.93
runs_above_rep
0.70
WAR
0.67
waa_win_perc_rep
-0.67
WAA_adj
-0.49
G
0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.21
lg_ID
0.12
stint_ID
0.12
MOST FREQUENT VALUES

4
332
0.7%
3
316
0.7%
6
307
0.6%
5
295
0.6%
10
291
0.6%
16
286
0.6%
9
286
0.6%
14
286
0.6%
8
284
0.6%
13
284
0.6%
7
278
0.6%
15
272
0.6%
11
271
0.6%
12
255
0.5%
18
252
0.5%
SMALLEST VALUES

0
139
0.3%
1
119
0.2%
2
204
0.4%
3
316
0.7%
4
332
0.7%
5
295
0.6%
6
307
0.6%
7
278
0.6%
8
284
0.6%
9
286
0.6%
10
291
0.6%
11
271
0.6%
12
255
0.5%
13
284
0.6%
14
286
0.6%
LARGEST VALUES

2733
1
0.0%
2660
1
0.0%
2596
1
0.0%
2406
1
0.0%
2403
1
0.0%
2398
1
0.0%
2332
1
0.0%
2322
1
0.0%
2313
1
0.0%
2290
1
0.0%
2266
1
0.0%
2260
1
0.0%
2258
1
0.0%
2239
1
0.0%
2223
1
0.0%
BIP_perc
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

IPouts_start
0.95
BIP
0.95
xRA
0.94
xRA_final
0.94
IPouts
0.93
RA
0.92
WAR_rep
0.90
ER_lg
0.88
GS
0.86
runs_above_rep
0.66
waa_win_perc_rep
-0.63
WAR
0.63
WAA_adj
-0.50
G
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.31
lg_ID
0.26
stint_ID
0.11
MOST FREQUENT VALUES

0.0009
215
0.5%
0.0007
179
0.4%
0.0013
176
0.4%
0.0011
168
0.4%
0.0027
149
0.3%
0.0
139
0.3%
0.0018
139
0.3%
0.0004
139
0.3%
0.0019
138
0.3%
0.0022
136
0.3%
0.003
134
0.3%
0.0036
134
0.3%
0.0025
133
0.3%
0.0023
132
0.3%
0.0032
131
0.3%
SMALLEST VALUES

0.0
139
0.3%
0.0002
114
0.2%
0.0003
4
0.0%
0.0004
139
0.3%
0.0005
64
0.1%
0.0006
126
0.3%
0.0007
179
0.4%
0.0008
85
0.2%
0.0009
215
0.5%
0.001
88
0.2%
0.0011
168
0.4%
0.0012
110
0.2%
0.0013
176
0.4%
0.0014
110
0.2%
0.0015
126
0.3%
LARGEST VALUES

1.0
9
0.0%
0.9976
1
0.0%
0.9939
1
0.0%
0.9856
1
0.0%
0.9852
1
0.0%
0.9806
1
0.0%
0.9736
1
0.0%
0.971
1
0.0%
0.9687
1
0.0%
0.9679
1
0.0%
0.9578
1
0.0%
0.9570000000000001
2
0.0%
0.9562
1
0.0%
0.9502
1
0.0%
0.9496
1
0.0%
RS_def_total
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

xRA_def_pitcher
0.66
ERA_plus
0.12
PPF
-0.11
PPF_custom
-0.09
runs_above_avg_adj
0.06
runs_above_rep
0.05
WAR
0.05
waa_win_perc
0.05
oppRpG
-0.05
WAA
0.05
runs_above_avg
0.05
WAR_rep
0.04
IPouts
0.04
pyth_exponent
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.29
lg_ID
0.06
stint_ID
0.02
MOST FREQUENT VALUES

5.0
360
0.8%
2.0
358
0.8%
8.0
340
0.7%
21.0
325
0.7%
-4.0
325
0.7%
-1.0
305
0.6%
-2.0
303
0.6%
7.0
301
0.6%
17.0
300
0.6%
-16.0
278
0.6%
6.0
276
0.6%
-17.0
271
0.6%
22.0
267
0.6%
16.0
264
0.6%
19.0
263
0.6%
SMALLEST VALUES

-138.5
14
0.0%
-138.3
22
0.0%
-130.4
44
0.1%
-119.0
15
0.0%
-117.0
22
0.0%
-116.0
9
0.0%
-115.2
22
0.0%
-114.8
13
0.0%
-114.0
20
0.0%
-111.0
13
0.0%
-110.0
14
0.0%
-108.6
28
0.1%
-108.4
16
0.0%
-108.2
27
0.1%
-108.0
31
0.1%
LARGEST VALUES

135.0
30
0.1%
121.0
26
0.1%
118.8
12
0.0%
114.1
14
0.0%
108.0
27
0.1%
107.1
15
0.0%
105.4
16
0.0%
104.1
15
0.0%
101.0
30
0.1%
98.5
15
0.0%
98.3
36
0.1%
96.3
13
0.0%
95.7
17
0.0%
95.2
14
0.0%
94.5
17
0.0%
runs_above_avg
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

runs_above_avg_adj
0.99
WAA
0.99
WAR
0.90
runs_above_rep
0.90
waa_win_perc
0.64
oppRpG
-0.45
ERA_plus
0.45
ER_lg
0.40
IPouts
0.39
WAR_rep
0.38
pyth_exponent
-0.38
xRA
0.38
xRA_final
0.38
IPouts_start
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.14
lg_ID
0.02
stint_ID
0.02
MOST FREQUENT VALUES

0.496
13
0.0%
0.475
11
0.0%
0.455
11
0.0%
-0.364
10
0.0%
-0.20800000000000002
10
0.0%
0.293
10
0.0%
-0.637
10
0.0%
-1.5919999999999999
10
0.0%
-1.3880000000000001
10
0.0%
-1.57
9
0.0%
-1.089
9
0.0%
0.152
9
0.0%
-2.9210000000000003
9
0.0%
0.909
9
0.0%
0.993
9
0.0%
SMALLEST VALUES

-108.664
1
0.0%
-96.31200000000001
1
0.0%
-88.796
1
0.0%
-84.89
1
0.0%
-84.083
1
0.0%
-80.281
1
0.0%
-78.57300000000001
1
0.0%
-78.176
1
0.0%
-76.043
1
0.0%
-73.605
1
0.0%
-72.34899999999999
1
0.0%
-71.656
1
0.0%
-71.334
1
0.0%
-70.995
1
0.0%
-69.31
1
0.0%
LARGEST VALUES

164.872
1
0.0%
137.325
1
0.0%
136.872
1
0.0%
127.04899999999999
1
0.0%
124.574
1
0.0%
121.49600000000001
1
0.0%
112.76100000000001
1
0.0%
112.171
1
0.0%
108.634
1
0.0%
107.68700000000001
1
0.0%
103.904
1
0.0%
97.54
1
0.0%
97.29
1
0.0%
94.117
1
0.0%
93.6
1
0.0%
runs_above_avg_adj
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

runs_above_avg
0.99
WAA
0.99
WAR
0.91
runs_above_rep
0.91
waa_win_perc
0.64
ERA_plus
0.45
oppRpG
-0.44
ER_lg
0.42
IPouts
0.41
xRA
0.41
xRA_final
0.41
WAR_rep
0.40
IPouts_start
0.36
pyth_exponent
-0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.12
stint_ID
0.02
lg_ID
0.00
MOST FREQUENT VALUES

0.85
11
0.0%
0.564
10
0.0%
0.363
10
0.0%
-0.649
10
0.0%
-1.2209999999999999
10
0.0%
-2.883
9
0.0%
-0.19
9
0.0%
-1.2429999999999999
9
0.0%
-1.864
9
0.0%
0.6809999999999999
9
0.0%
0.519
9
0.0%
-0.34299999999999997
9
0.0%
0.39899999999999997
9
0.0%
-1.817
9
0.0%
0.141
9
0.0%
SMALLEST VALUES

-107.295
1
0.0%
-88.505
1
0.0%
-84.01100000000001
1
0.0%
-82.43299999999999
1
0.0%
-77.995
1
0.0%
-77.673
1
0.0%
-76.072
1
0.0%
-73.711
1
0.0%
-72.944
1
0.0%
-72.377
1
0.0%
-71.964
1
0.0%
-70.558
1
0.0%
-70.514
1
0.0%
-68.757
1
0.0%
-65.317
1
0.0%
LARGEST VALUES

170.202
1
0.0%
153.001
1
0.0%
138.69899999999998
1
0.0%
134.276
1
0.0%
128.35
1
0.0%
127.694
1
0.0%
127.044
1
0.0%
123.741
1
0.0%
121.16799999999999
1
0.0%
117.70700000000001
1
0.0%
116.90899999999999
1
0.0%
110.984
1
0.0%
106.523
1
0.0%
105.51299999999999
1
0.0%
104.473
1
0.0%
runs_above_rep
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

WAR
0.98
runs_above_avg_adj
0.91
WAA
0.90
runs_above_avg
0.90
ER_lg
0.75
WAR_rep
0.74
xRA
0.74
IPouts
0.74
xRA_final
0.73
BIP
0.70
IPouts_start
0.69
BIP_perc
0.66
GS
0.65
waa_win_perc
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.13
stint_ID
0.08
lg_ID
0.05
MOST FREQUENT VALUES

-1.229
11
0.0%
0.556
10
0.0%
0.19399999999999998
9
0.0%
-0.608
9
0.0%
-2.517
9
0.0%
-1.661
9
0.0%
-2.708
9
0.0%
0.5770000000000001
8
0.0%
-0.40399999999999997
8
0.0%
-1.805
8
0.0%
-0.287
8
0.0%
-0.665
8
0.0%
-0.564
8
0.0%
-0.563
8
0.0%
-1.6780000000000002
8
0.0%
SMALLEST VALUES

-72.03699999999999
1
0.0%
-67.11
1
0.0%
-62.713
1
0.0%
-60.865
1
0.0%
-60.394
1
0.0%
-60.317
1
0.0%
-57.565
1
0.0%
-56.772
1
0.0%
-54.788999999999994
1
0.0%
-52.852
1
0.0%
-52.492
1
0.0%
-50.001000000000005
1
0.0%
-49.791000000000004
1
0.0%
-49.161
1
0.0%
-48.065
1
0.0%
LARGEST VALUES

211.011
1
0.0%
208.06799999999998
1
0.0%
206.287
1
0.0%
201.363
1
0.0%
195.898
1
0.0%
195.52900000000002
1
0.0%
185.37
1
0.0%
183.27700000000002
1
0.0%
174.37
1
0.0%
172.46400000000003
1
0.0%
170.833
1
0.0%
164.547
1
0.0%
154.686
1
0.0%
154.668
1
0.0%
154.204
1
0.0%
RpO_replacement
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

teamRpG
0.99
pyth_exponent_rep
0.97
oppRpG_rep
0.94
pyth_exponent
0.77
oppRpG
0.54
RA
0.18
waa_win_perc_rep
-0.18
xRA_final
0.16
xRA
0.16
year_ID
-0.14
BIP_perc
0.12
ER_lg
0.11
IPouts_start
-0.09
runs_above_rep
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.45
lg_ID
0.40
stint_ID
0.02
MOST FREQUENT VALUES

0.2
1,806
3.8%
0.19899999999999998
1,582
3.3%
0.198
1,554
3.3%
0.18100000000000002
1,308
2.7%
0.204
1,260
2.6%
0.184
1,227
2.6%
0.201
1,221
2.6%
0.18
1,174
2.5%
0.20199999999999999
1,124
2.4%
0.192
1,094
2.3%
0.21100000000000002
940
2.0%
0.203
939
2.0%
0.191
914
1.9%
0.17600000000000002
908
1.9%
0.221
894
1.9%
SMALLEST VALUES

0.145
89
0.2%
0.149
89
0.2%
0.15
306
0.6%
0.151
83
0.2%
0.152
88
0.2%
0.153
94
0.2%
0.154
297
0.6%
0.156
191
0.4%
0.157
102
0.2%
0.158
247
0.5%
0.159
106
0.2%
0.161
167
0.4%
0.162
200
0.4%
0.163
98
0.2%
0.16399999999999998
314
0.7%
LARGEST VALUES

0.457
19
0.0%
0.402
24
0.1%
0.38799999999999996
25
0.1%
0.336
130
0.3%
0.32299999999999995
18
0.0%
0.3
115
0.2%
0.294
110
0.2%
0.293
59
0.1%
0.28300000000000003
76
0.2%
0.275
114
0.2%
0.271
65
0.1%
0.26899999999999996
103
0.2%
0.262
70
0.1%
0.256
113
0.2%
0.255
110
0.2%
GR_leverage_index_avg
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

G
0.39
ER_lg
0.28
WAR_rep
0.28
IPouts_relief
0.27
IPouts
0.27
runs_above_rep
0.26
WAR
0.26
BIP
0.25
xRA
0.25
xRA_final
0.24
BIP_perc
0.22
IPouts_start
0.21
RA
0.20
WAA
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.08
stint_ID
0.01
lg_ID
0.00
MOST FREQUENT VALUES

1.0
13,160
27.6%
0.0
552
1.2%
0.01
196
0.4%
0.02
187
0.4%
0.03
128
0.3%
0.05
107
0.2%
0.04
104
0.2%
0.07
91
0.2%
0.06
80
0.2%
0.09
75
0.2%
0.11
72
0.2%
0.43
70
0.1%
0.13
68
0.1%
0.12
68
0.1%
0.5
67
0.1%
SMALLEST VALUES

0.0
552
1.2%
0.002
1
0.0%
0.0025
2
0.0%
0.0033
5
0.0%
0.005
18
0.0%
0.0067
8
0.0%
0.0075
3
0.0%
0.01
196
0.4%
0.0125
2
0.0%
0.0133
5
0.0%
0.015
31
0.1%
0.0157
1
0.0%
0.0167
7
0.0%
0.018000000000000002
3
0.0%
0.02
187
0.4%
LARGEST VALUES

10.72
1
0.0%
9.06
1
0.0%
8.1
1
0.0%
7.52
1
0.0%
7.38
1
0.0%
7.34
1
0.0%
7.15
1
0.0%
7.11
1
0.0%
7.1
2
0.0%
6.9
1
0.0%
6.86
1
0.0%
6.82
1
0.0%
6.67
1
0.0%
6.4
1
0.0%
6.38
1
0.0%
salary
MISSING:
29,340
(62%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

year_ID
0.33
age
0.28
xRA_sprp_adj
0.26
mlb_ID
0.23
GS
0.17
IPouts_start
0.16
IPouts_relief
-0.14
waa_win_perc_rep
-0.14
ER_lg
0.14
WAR
0.12
runs_above_rep
0.12
waa_win_perc
0.12
xRA_final
0.11
IPouts
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.19
stint_ID
0.06
lg_ID
0.04
MOST FREQUENT VALUES

109000.0
327
1.8%
200000.0
257
1.4%
400000.0
223
1.2%
3000.0
205
1.1%
100000.0
182
1.0%
500000.0
177
1.0%
300000.0
176
1.0%
1000000.0
176
1.0%
6000.0
173
0.9%
5000.0
170
0.9%
10000.0
155
0.8%
150000.0
155
0.8%
2000000.0
149
0.8%
3000000.0
138
0.8%
1500000.0
132
0.7%
SMALLEST VALUES

216.0
1
0.0%
300.0
1
0.0%
350.0
1
0.0%
400.0
1
0.0%
450.0
1
0.0%
540.0
1
0.0%
600.0
4
0.0%
700.0
2
0.0%
750.0
1
0.0%
900.0
5
0.0%
1000.0
9
0.0%
1013.0
1
0.0%
1050.0
6
0.0%
1080.0
1
0.0%
1100.0
2
0.0%
LARGEST VALUES

38333333.0
1
0.0%
37505562.0
1
0.0%
35571429.0
2
0.0%
34571429.0
1
0.0%
34500000.0
1
0.0%
34000000.0
3
0.0%
32571429.0
1
0.0%
31000000.0
2
0.0%
30000000.0
4
0.0%
28000000.0
5
0.0%
27858000.0
1
0.0%
27500000.0
2
0.0%
26857000.0
2
0.0%
26000000.0
1
0.0%
25857000.0
1
0.0%
teamRpG
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

RpO_replacement
0.99
pyth_exponent_rep
0.98
oppRpG_rep
0.95
pyth_exponent
0.78
oppRpG
0.55
RA
0.19
xRA_final
0.18
year_ID
-0.17
xRA
0.17
waa_win_perc_rep
-0.16
BIP_perc
0.14
ER_lg
0.12
IPouts_start
-0.09
waa_win_perc
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.45
lg_ID
0.43
stint_ID
0.02
MOST FREQUENT VALUES

4.32337
702
1.5%
4.55336
489
1.0%
4.95606
486
1.0%
4.73359
480
1.0%
4.72014
452
0.9%
4.57865
450
0.9%
4.6954
445
0.9%
4.5001
419
0.9%
4.22222
410
0.9%
4.50306
407
0.9%
4.303999999999999
400
0.8%
4.661230000000001
396
0.8%
4.13265
396
0.8%
4.778519999999999
396
0.8%
4.50898
389
0.8%
SMALLEST VALUES

3.32215
89
0.2%
3.40823
160
0.3%
3.4085
146
0.3%
3.42625
89
0.2%
3.4351300000000005
94
0.2%
3.4542300000000004
83
0.2%
3.46795
187
0.4%
3.4682199999999996
110
0.2%
3.51395
88
0.2%
3.5594099999999997
64
0.1%
3.5871199999999996
105
0.2%
3.5986800000000003
93
0.2%
3.6013699999999997
107
0.2%
3.6150900000000004
88
0.2%
3.6250400000000003
102
0.2%
LARGEST VALUES

10.36538
19
0.0%
9.098930000000001
24
0.1%
8.8006
25
0.1%
7.61539
130
0.3%
7.317880000000001
18
0.0%
7.010680000000001
59
0.1%
6.85762
76
0.2%
6.78983
115
0.2%
6.66017
110
0.2%
6.22089
114
0.2%
6.17974
60
0.1%
6.14342
65
0.1%
6.09581
103
0.2%
6.00139
79
0.2%
5.93468
70
0.1%
oppRpG
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

pyth_exponent
0.94
waa_win_perc
-0.82
teamRpG
0.55
RpO_replacement
0.54
pyth_exponent_rep
0.52
oppRpG_rep
0.50
runs_above_avg
-0.45
runs_above_avg_adj
-0.44
ERA_plus
-0.44
runs_above_rep
-0.41
WAR
-0.41
WAA
-0.40
IPouts_start
-0.30
G
-0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.35
lg_ID
0.29
stint_ID
0.01
MOST FREQUENT VALUES

1.0
27
0.1%
4.41815
4
0.0%
4.38002
4
0.0%
4.76388
4
0.0%
4.60352
4
0.0%
5.05159
4
0.0%
4.87248
4
0.0%
4.29623
4
0.0%
4.41772
4
0.0%
4.55973
4
0.0%
4.6428400000000005
4
0.0%
4.15854
4
0.0%
4.78852
4
0.0%
4.41821
3
0.0%
4.30147
3
0.0%
SMALLEST VALUES

1.0
27
0.1%
1.0081200000000001
1
0.0%
1.0176399999999999
1
0.0%
1.1034
1
0.0%
1.14174
1
0.0%
1.14409
1
0.0%
1.1951200000000002
1
0.0%
1.25322
1
0.0%
1.2577399999999999
1
0.0%
1.29593
1
0.0%
1.2978399999999999
1
0.0%
1.33323
1
0.0%
1.35735
1
0.0%
1.3784399999999999
1
0.0%
1.39852
1
0.0%
LARGEST VALUES

35.39682
1
0.0%
34.55492
1
0.0%
25.51388
1
0.0%
24.48368
1
0.0%
24.26636
1
0.0%
24.1066
1
0.0%
23.73442
1
0.0%
23.62981
1
0.0%
23.3106
1
0.0%
22.29727
1
0.0%
22.187379999999997
1
0.0%
22.05036
1
0.0%
21.58717
1
0.0%
21.3526
1
0.0%
21.05368
1
0.0%
pyth_exponent
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

oppRpG
0.94
teamRpG
0.78
RpO_replacement
0.77
pyth_exponent_rep
0.75
oppRpG_rep
0.71
waa_win_perc
-0.66
runs_above_avg
-0.38
ERA_plus
-0.36
runs_above_avg_adj
-0.36
WAA
-0.34
WAR
-0.34
runs_above_rep
-0.32
IPouts_start
-0.27
G
-0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.23
lg_ID
0.17
stint_ID
0.05
MOST FREQUENT VALUES

1.8840000000000001
330
0.7%
1.889
322
0.7%
1.881
310
0.7%
1.8940000000000001
307
0.6%
1.8880000000000001
307
0.6%
1.8769999999999998
306
0.6%
1.8780000000000001
306
0.6%
1.883
305
0.6%
1.885
304
0.6%
1.879
302
0.6%
1.89
302
0.6%
1.88
300
0.6%
1.868
299
0.6%
1.8659999999999999
296
0.6%
1.886
296
0.6%
SMALLEST VALUES

1.5290000000000001
1
0.0%
1.531
1
0.0%
1.544
3
0.0%
1.548
1
0.0%
1.5490000000000002
1
0.0%
1.555
1
0.0%
1.556
1
0.0%
1.5619999999999998
1
0.0%
1.5630000000000002
1
0.0%
1.564
1
0.0%
1.5659999999999998
1
0.0%
1.574
1
0.0%
1.578
1
0.0%
1.5830000000000002
1
0.0%
1.5859999999999999
1
0.0%
LARGEST VALUES

2.9339999999999997
1
0.0%
2.8739999999999997
1
0.0%
2.707
1
0.0%
2.705
2
0.0%
2.698
1
0.0%
2.688
1
0.0%
2.673
1
0.0%
2.6630000000000003
1
0.0%
2.64
1
0.0%
2.6289999999999996
1
0.0%
2.627
1
0.0%
2.6060000000000003
1
0.0%
2.605
1
0.0%
2.597
1
0.0%
2.591
1
0.0%
waa_win_perc
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

oppRpG
-0.82
pyth_exponent
-0.66
runs_above_avg
0.64
runs_above_avg_adj
0.64
runs_above_rep
0.62
WAA
0.62
WAR
0.61
ERA_plus
0.61
ER_lg
0.37
IPouts
0.36
WAR_rep
0.36
xRA
0.34
xRA_final
0.34
G
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.17
lg_ID
0.11
stint_ID
0.03
MOST FREQUENT VALUES

0.5006
61
0.1%
0.5039
58
0.1%
0.5034
58
0.1%
0.5012
58
0.1%
0.4926
57
0.1%
0.5001
57
0.1%
0.5068
57
0.1%
0.4914
56
0.1%
0.5026
55
0.1%
0.5095
55
0.1%
0.4933
55
0.1%
0.5024
55
0.1%
0.5045
55
0.1%
0.4924
54
0.1%
0.4997
54
0.1%
SMALLEST VALUES

0.0041
1
0.0%
0.0123
1
0.0%
0.0195
1
0.0%
0.0215
1
0.0%
0.0276
1
0.0%
0.0287
1
0.0%
0.0294
1
0.0%
0.033
1
0.0%
0.0341
1
0.0%
0.0385
1
0.0%
0.0445
1
0.0%
0.0446
1
0.0%
0.0451
1
0.0%
0.0452
1
0.0%
0.0453
1
0.0%
LARGEST VALUES

0.9575
1
0.0%
0.9532
1
0.0%
0.9529
1
0.0%
0.9497
1
0.0%
0.9438
1
0.0%
0.9409
1
0.0%
0.9408
1
0.0%
0.9407
1
0.0%
0.9389
1
0.0%
0.9368
1
0.0%
0.9337
1
0.0%
0.9318
1
0.0%
0.9296
2
0.0%
0.9285
1
0.0%
0.9261
1
0.0%
WAA
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

runs_above_avg_adj
0.99
runs_above_avg
0.99
WAR
0.93
runs_above_rep
0.90
waa_win_perc
0.62
ERA_plus
0.44
ER_lg
0.43
IPouts
0.43
xRA
0.42
WAR_rep
0.42
xRA_final
0.41
oppRpG
-0.40
IPouts_start
0.38
BIP
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.10
stint_ID
0.03
lg_ID
0.01
MOST FREQUENT VALUES

0.0
50
0.1%
-0.4368
25
0.1%
-0.36
23
0.0%
-0.252
22
0.0%
-0.168
21
0.0%
-0.231
20
0.0%
0.10800000000000001
20
0.0%
-0.126
20
0.0%
-0.3024
19
0.0%
-0.336
18
0.0%
-0.504
18
0.0%
-0.1848
18
0.0%
-0.135
18
0.0%
-0.48
18
0.0%
-0.297
18
0.0%
SMALLEST VALUES

-6.8672
1
0.0%
-6.39
1
0.0%
-6.2985
1
0.0%
-5.58
1
0.0%
-5.532
1
0.0%
-5.4774
1
0.0%
-5.394
1
0.0%
-5.2922
1
0.0%
-5.2576
1
0.0%
-5.048
1
0.0%
-5.02
1
0.0%
-5.0082
1
0.0%
-4.9703
1
0.0%
-4.9023
1
0.0%
-4.896
1
0.0%
LARGEST VALUES

16.8912
1
0.0%
15.9768
1
0.0%
14.34
1
0.0%
13.0424
1
0.0%
12.375
1
0.0%
11.9988
1
0.0%
11.8992
1
0.0%
11.4829
1
0.0%
10.787
1
0.0%
10.728
1
0.0%
10.6596
1
0.0%
10.6232
1
0.0%
9.9946
1
0.0%
9.9799
1
0.0%
9.908999999999999
1
0.0%
WAA_adj
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

RA
-0.51
BIP_perc
-0.50
BIP
-0.49
xRA
-0.49
xRA_final
-0.49
IPouts
-0.48
WAR_rep
-0.46
ER_lg
-0.45
GS
-0.44
IPouts_start
-0.37
waa_win_perc_rep
0.32
runs_above_rep
-0.25
G
-0.22
waa_win_perc
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.15
lg_ID
0.13
stint_ID
0.05
MOST FREQUENT VALUES

0.0
204
0.4%
-0.002
66
0.1%
-0.0046
60
0.1%
-0.0092
59
0.1%
-0.0091
56
0.1%
-0.0028
54
0.1%
-0.0017
54
0.1%
-0.0036
53
0.1%
-0.0019
51
0.1%
-0.0043
51
0.1%
-0.0069
51
0.1%
-0.003
50
0.1%
-0.0034
50
0.1%
-0.0033
50
0.1%
-0.0015
49
0.1%
SMALLEST VALUES

-1.5636
1
0.0%
-1.4661
1
0.0%
-1.3524
1
0.0%
-1.2841
1
0.0%
-1.2312
1
0.0%
-1.1954
1
0.0%
-1.1904
1
0.0%
-1.1219
1
0.0%
-1.0904
1
0.0%
-1.0795
1
0.0%
-1.0388
1
0.0%
-1.031
1
0.0%
-1.0279
1
0.0%
-1.0235
1
0.0%
-1.0107
1
0.0%
LARGEST VALUES

2.6174
1
0.0%
2.2819
1
0.0%
1.7448
1
0.0%
1.7223
1
0.0%
1.642
1
0.0%
1.5848
1
0.0%
1.5043
1
0.0%
1.4847
1
0.0%
1.3173
1
0.0%
1.3075
1
0.0%
1.2244
1
0.0%
1.2219
1
0.0%
1.2216
1
0.0%
1.2094
1
0.0%
1.2067
1
0.0%
oppRpG_rep
MISSING:
96
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

pyth_exponent_rep
0.98
teamRpG
0.95
RpO_replacement
0.94
pyth_exponent
0.71
oppRpG
0.50
waa_win_perc_rep
-0.47
RA
0.39
xRA_final
0.37
xRA
0.37
BIP_perc
0.33
ER_lg
0.32
year_ID
-0.29
BIP
0.28
GS
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.45
lg_ID
0.38
stint_ID
0.03
MOST FREQUENT VALUES

5.06634
35
0.1%
4.4082099999999995
32
0.1%
4.81473
26
0.1%
4.79875
25
0.1%
4.60086
25
0.1%
4.68002
24
0.1%
4.7533900000000004
22
0.0%
4.2237599999999995
21
0.0%
4.8696
20
0.0%
4.51264
19
0.0%
4.36909
18
0.0%
4.4
18
0.0%
4.82368
17
0.0%
4.594119999999999
17
0.0%
4.07033
17
0.0%
SMALLEST VALUES

3.34365
1
0.0%
3.38665
1
0.0%
3.4317900000000003
1
0.0%
3.4431800000000004
1
0.0%
3.44551
1
0.0%
3.44706
1
0.0%
3.45115
2
0.0%
3.45175
1
0.0%
3.4548300000000003
1
0.0%
3.4584099999999998
1
0.0%
3.46043
1
0.0%
3.46795
1
0.0%
3.4683900000000003
1
0.0%
3.4694599999999998
1
0.0%
3.4712199999999998
1
0.0%
LARGEST VALUES

12.300469999999999
2
0.0%
12.27783
1
0.0%
12.27467
1
0.0%
12.273589999999999
1
0.0%
12.266869999999999
1
0.0%
12.25747
1
0.0%
12.2288
1
0.0%
12.21344
1
0.0%
12.2115
1
0.0%
12.15019
1
0.0%
12.090580000000001
1
0.0%
11.297089999999999
1
0.0%
11.26637
1
0.0%
11.10597
1
0.0%
10.83568
1
0.0%
pyth_exponent_rep
MISSING:
96
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

oppRpG_rep
0.98
teamRpG
0.98
RpO_replacement
0.97
pyth_exponent
0.75
oppRpG
0.52
waa_win_perc_rep
-0.32
RA
0.30
xRA_final
0.28
xRA
0.28
ER_lg
0.23
BIP_perc
0.23
year_ID
-0.20
BIP
0.18
GS
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.28
lg_ID
0.21
stint_ID
0.08
MOST FREQUENT VALUES

1.876
513
1.1%
1.902
496
1.0%
1.901
471
1.0%
1.899
457
1.0%
1.8769999999999998
451
0.9%
1.9
441
0.9%
1.892
433
0.9%
1.891
405
0.9%
1.89
398
0.8%
1.893
394
0.8%
1.889
393
0.8%
1.875
387
0.8%
1.903
385
0.8%
1.9040000000000001
381
0.8%
1.896
380
0.8%
SMALLEST VALUES

1.7169999999999999
1
0.0%
1.72
1
0.0%
1.725
2
0.0%
1.726
1
0.0%
1.7269999999999999
4
0.0%
1.7280000000000002
1
0.0%
1.729
1
0.0%
1.73
5
0.0%
1.7309999999999999
6
0.0%
1.732
2
0.0%
1.733
15
0.0%
1.734
17
0.0%
1.735
32
0.1%
1.736
34
0.1%
1.7369999999999999
27
0.1%
LARGEST VALUES

2.434
2
0.0%
2.4330000000000003
4
0.0%
2.432
2
0.0%
2.431
2
0.0%
2.4290000000000003
1
0.0%
2.427
1
0.0%
2.403
1
0.0%
2.4019999999999997
1
0.0%
2.397
1
0.0%
2.387
1
0.0%
2.38
3
0.0%
2.346
8
0.0%
2.345
1
0.0%
2.344
1
0.0%
2.343
1
0.0%
waa_win_perc_rep
MISSING:
96
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

IPouts_start
-0.81
GS
-0.76
WAR_rep
-0.68
BIP
-0.67
IPouts
-0.66
xRA_final
-0.66
ER_lg
-0.66
xRA
-0.65
RA
-0.65
BIP_perc
-0.63
xRA_sprp_adj
-0.60
oppRpG_rep
-0.47
runs_above_rep
-0.46
WAR
-0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.27
lg_ID
0.13
stint_ID
0.04
MOST FREQUENT VALUES

0.491
275
0.6%
0.4912
264
0.6%
0.4899
256
0.5%
0.4897
240
0.5%
0.4894
239
0.5%
0.4906
232
0.5%
0.489
230
0.5%
0.4911
224
0.5%
0.4898
222
0.5%
0.4913
221
0.5%
0.4915
220
0.5%
0.4892
218
0.5%
0.49
216
0.5%
0.4914
216
0.5%
0.4902
211
0.4%
SMALLEST VALUES

0.387
1
0.0%
0.3945
1
0.0%
0.3959
1
0.0%
0.3973
2
0.0%
0.3984
1
0.0%
0.3986
2
0.0%
0.39899999999999997
2
0.0%
0.3994
2
0.0%
0.3998
6
0.0%
0.4006
1
0.0%
0.4008
1
0.0%
0.401
1
0.0%
0.4016
1
0.0%
0.4017
2
0.0%
0.4019
7
0.0%
LARGEST VALUES

0.5086
5
0.0%
0.5085
3
0.0%
0.5084
4
0.0%
0.5083
6
0.0%
0.5082
7
0.0%
0.5081
1
0.0%
0.508
5
0.0%
0.5079
3
0.0%
0.5078
3
0.0%
0.5077
12
0.0%
0.5076
2
0.0%
0.5074
2
0.0%
0.5073
1
0.0%
0.5072
1
0.0%
0.5071
1
0.0%
WAR_rep
MISSING:
84
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

IPouts
0.98
BIP
0.97
ER_lg
0.96
xRA
0.96
xRA_final
0.95
IPouts_start
0.94
GS
0.92
RA
0.91
BIP_perc
0.90
runs_above_rep
0.74
WAR
0.72
waa_win_perc_rep
-0.68
G
0.53
WAA_adj
-0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.17
stint_ID
0.13
lg_ID
0.07
MOST FREQUENT VALUES

0.0
207
0.4%
0.0108
76
0.2%
0.0088
73
0.2%
0.0102
66
0.1%
0.0107
65
0.1%
0.0101
64
0.1%
0.0092
60
0.1%
0.0087
52
0.1%
0.0091
51
0.1%
0.0213
50
0.1%
0.0202
42
0.1%
0.0182
40
0.1%
0.0175
38
0.1%
0.0089
37
0.1%
0.0214
37
0.1%
SMALLEST VALUES

0.0
207
0.4%
0.0015
1
0.0%
0.002
2
0.0%
0.0021
1
0.0%
0.0023
1
0.0%
0.0027
2
0.0%
0.0028
2
0.0%
0.0029
27
0.1%
0.003
36
0.1%
0.0031
17
0.0%
0.0032
1
0.0%
0.0033
7
0.0%
0.0034
30
0.1%
0.0035
6
0.0%
0.0036
20
0.0%
LARGEST VALUES

6.3574
1
0.0%
6.242999999999999
1
0.0%
6.2178
1
0.0%
6.0784
1
0.0%
6.0049
1
0.0%
5.9719
1
0.0%
5.9687
1
0.0%
5.8915
1
0.0%
5.8298
1
0.0%
5.8002
1
0.0%
5.7408
1
0.0%
5.6897
1
0.0%
5.642
1
0.0%
5.5848
1
0.0%
5.5159
1
0.0%
ERA_plus
MISSING:
1,416
(3%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

waa_win_perc
0.61
runs_above_avg
0.45
runs_above_avg_adj
0.45
WAA
0.44
oppRpG
-0.44
WAR
0.39
runs_above_rep
0.38
pyth_exponent
-0.36
G
0.26
IPouts_relief
0.20
GR_leverage_index_avg
0.18
ER_lg
0.14
WAR_rep
0.14
IPouts
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.10
stint_ID
0.03
lg_ID
0.03
MOST FREQUENT VALUES

17.0
19
0.0%
8.5
17
0.0%
5.6666666
14
0.0%
4.25
9
0.0%
96.2
9
0.0%
48.6
8
0.0%
67.0
8
0.0%
123.3
8
0.0%
72.0
8
0.0%
100.0
8
0.0%
90.8
8
0.0%
63.0
8
0.0%
60.5
8
0.0%
62.2
8
0.0%
110.0
8
0.0%
SMALLEST VALUES

2.125
1
0.0%
2.4285714
1
0.0%
2.8333333
3
0.0%
3.4
3
0.0%
4.071428500000001
1
0.0%
4.25
9
0.0%
4.8142857
1
0.0%
4.822222200000001
1
0.0%
5.01
1
0.0%
5.071428500000001
1
0.0%
5.14
1
0.0%
5.4333333
1
0.0%
5.4666666
1
0.0%
5.65
1
0.0%
5.6666666
14
0.0%
LARGEST VALUES

1279.3
1
0.0%
1221.0
1
0.0%
1134.6
1
0.0%
1045.1
1
0.0%
999.2
1
0.0%
921.1
1
0.0%
913.6
1
0.0%
893.5
1
0.0%
891.3
1
0.0%
875.0
1
0.0%
853.8
1
0.0%
843.3
1
0.0%
832.35
1
0.0%
817.6
1
0.0%
803.05
1
0.0%
ER_lg
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

IPouts
0.97
xRA_final
0.97
xRA
0.97
WAR_rep
0.96
BIP
0.96
IPouts_start
0.93
GS
0.93
RA
0.92
BIP_perc
0.88
runs_above_rep
0.75
WAR
0.72
waa_win_perc_rep
-0.66
G
0.53
WAA_adj
-0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_ID
0.14
stint_ID
0.13
lg_ID
0.07
MOST FREQUENT VALUES

0.17
191
0.4%
0.627
15
0.0%
0.642
14
0.0%
1.1
14
0.0%
0.638
13
0.0%
0.5920000000000001
13
0.0%
0.622
12
0.0%
0.631
12
0.0%
0.649
11
0.0%
0.619
11
0.0%
0.6
10
0.0%
1.892
10
0.0%
0.625
10
0.0%
0.64
10
0.0%
3.301
10
0.0%
SMALLEST VALUES

0.17
191
0.4%
0.257
1
0.0%
0.258
1
0.0%
0.259
1
0.0%
0.261
1
0.0%
0.266
1
0.0%
0.27
1
0.0%
0.272
1
0.0%
0.276
1
0.0%
0.27699999999999997
1
0.0%
0.278
1
0.0%
0.27899999999999997
1
0.0%
0.28
3
0.0%
0.284
2
0.0%
0.285
1
0.0%
LARGEST VALUES

282.936
1
0.0%
272.972
1
0.0%
267.60200000000003
1
0.0%
267.58
1
0.0%
267.08299999999997
1
0.0%
258.83099999999996
1
0.0%
257.725
1
0.0%
248.31400000000002
1
0.0%
247.29
1
0.0%
246.905
1
0.0%
242.643
1
0.0%
240.55700000000002
1
0.0%
238.203
1
0.0%
236.605
1
0.0%
235.12599999999998
1
0.0%